{
 "nbformat": 4,
 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "name": "GPT",
   "provenance": [],
   "collapsed_sections": []
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "accelerator": "GPU"
 },
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AYV_dMVDxyc2"
   },
   "source": [
    "[![Github](https://img.shields.io/github/stars/labmlai/annotated_deep_learning_paper_implementations?style=social)](https://github.com/labmlai/annotated_deep_learning_paper_implementations)\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/labmlai/annotated_deep_learning_paper_implementations/blob/master/labml_nn/transformers/gpt/experiment.ipynb)                    \n",
    "\n",
    "## Training a model with GPT architecture\n",
    "\n",
    "This is an experiment training Tiny Shakespeare dataset with GPT architecture model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AahG_i2y5tY9"
   },
   "source": [
    "Install the `labml-nn` package"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "ZCzmCrAIVg0L",
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "outputId": "9c544df4-3fc7-4152-b50d-07919dbfb9de"
   },
   "source": [
    "!pip install labml-nn"
   ],
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "Collecting labml-nn\n",
      "\u001B[?25l  Downloading https://files.pythonhosted.org/packages/f5/92/c454c38d613449e9cfee59809b83589bfc5463ebcf39a72126c268e31a77/labml_nn-0.4.78-py3-none-any.whl (111kB)\n",
      "\u001B[K     |████████████████████████████████| 112kB 8.4MB/s \n",
      "\u001B[?25hCollecting labml>=0.4.86\n",
      "\u001B[?25l  Downloading https://files.pythonhosted.org/packages/a7/d3/f8708934e0062e6403faa2a36d97e1677097740c94f90fd7c04ea986d7cf/labml-0.4.89-py3-none-any.whl (97kB)\n",
      "\u001B[K     |████████████████████████████████| 102kB 6.1MB/s \n",
      "\u001B[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from labml-nn) (1.19.5)\n",
      "Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (from labml-nn) (1.7.0+cu101)\n",
      "Collecting einops\n",
      "  Downloading https://files.pythonhosted.org/packages/5d/a0/9935e030634bf60ecd572c775f64ace82ceddf2f504a5fd3902438f07090/einops-0.3.0-py2.py3-none-any.whl\n",
      "Collecting labml-helpers>=0.4.72\n",
      "  Downloading https://files.pythonhosted.org/packages/ec/58/2b7dcfde4565134ad97cdfe96ad7070fef95c37be2cbc066b608c9ae5c1d/labml_helpers-0.4.72-py3-none-any.whl\n",
      "Collecting pyyaml>=5.3.1\n",
      "\u001B[?25l  Downloading https://files.pythonhosted.org/packages/64/c2/b80047c7ac2478f9501676c988a5411ed5572f35d1beff9cae07d321512c/PyYAML-5.3.1.tar.gz (269kB)\n",
      "\u001B[K     |████████████████████████████████| 276kB 11.7MB/s \n",
      "\u001B[?25hCollecting gitpython\n",
      "\u001B[?25l  Downloading https://files.pythonhosted.org/packages/d7/cb/ec98155c501b68dcb11314c7992cd3df6dce193fd763084338a117967d53/GitPython-3.1.12-py3-none-any.whl (159kB)\n",
      "\u001B[K     |████████████████████████████████| 163kB 13.8MB/s \n",
      "\u001B[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (3.7.4.3)\n",
      "Requirement already satisfied: dataclasses in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (0.8)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch->labml-nn) (0.16.0)\n",
      "Collecting gitdb<5,>=4.0.1\n",
      "\u001B[?25l  Downloading https://files.pythonhosted.org/packages/48/11/d1800bca0a3bae820b84b7d813ad1eff15a48a64caea9c823fc8c1b119e8/gitdb-4.0.5-py3-none-any.whl (63kB)\n",
      "\u001B[K     |████████████████████████████████| 71kB 8.7MB/s \n",
      "\u001B[?25hCollecting smmap<4,>=3.0.1\n",
      "  Downloading https://files.pythonhosted.org/packages/b0/9a/4d409a6234eb940e6a78dfdfc66156e7522262f5f2fecca07dc55915952d/smmap-3.0.4-py2.py3-none-any.whl\n",
      "Building wheels for collected packages: pyyaml\n",
      "  Building wheel for pyyaml (setup.py) ... \u001B[?25l\u001B[?25hdone\n",
      "  Created wheel for pyyaml: filename=PyYAML-5.3.1-cp36-cp36m-linux_x86_64.whl size=44621 sha256=8a5f1cee9425b47a5677f6229a8cdaea31a4c0c52473052981369bc0f865efe2\n",
      "  Stored in directory: /root/.cache/pip/wheels/a7/c1/ea/cf5bd31012e735dc1dfea3131a2d5eae7978b251083d6247bd\n",
      "Successfully built pyyaml\n",
      "Installing collected packages: pyyaml, smmap, gitdb, gitpython, labml, einops, labml-helpers, labml-nn\n",
      "  Found existing installation: PyYAML 3.13\n",
      "    Uninstalling PyYAML-3.13:\n",
      "      Successfully uninstalled PyYAML-3.13\n",
      "Successfully installed einops-0.3.0 gitdb-4.0.5 gitpython-3.1.12 labml-0.4.89 labml-helpers-0.4.72 labml-nn-0.4.78 pyyaml-5.3.1 smmap-3.0.4\n"
     ],
     "name": "stdout"
    }
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SE2VUQ6L5zxI"
   },
   "source": [
    "Imports"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "0hJXx_g0wS2C"
   },
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "from labml import experiment\n",
    "from labml.configs import option\n",
    "from labml_helpers.module import Module\n",
    "from labml_nn.transformers.gpt import Configs"
   ],
   "execution_count": 2,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Lpggo0wM6qb-"
   },
   "source": [
    "Create an experiment"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "bFcr9k-l4cAg"
   },
   "source": [
    "experiment.create(name=\"gpt\")"
   ],
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-OnHLi626tJt"
   },
   "source": [
    "Initialize [GPT configurations](https://nn.labml.ai/transformers/gpt/)"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "Piz0c5f44hRo"
   },
   "source": [
    "conf = Configs()"
   ],
   "execution_count": 4,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wwMzCqpD6vkL"
   },
   "source": [
    "Set experiment configurations and assign a configurations dictionary to override configurations"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 17
    },
    "id": "e6hmQhTw4nks",
    "outputId": "018b39d7-7d84-4651-8b33-80de77d58ace"
   },
   "source": [
    "experiment.configs(conf, {\n",
    "    # Use character level tokenizer\n",
    "    'tokenizer': 'character',\n",
    "    # Prompt separator is blank\n",
    "    'prompt_separator': '',\n",
    "    # Starting prompt for sampling\n",
    "    'prompt': 'It is ',\n",
    "    # Use Tiny Shakespeare dataset\n",
    "    'text': 'tiny_shakespeare',\n",
    "\n",
    "    # Use a context size of $128$\n",
    "    'seq_len': 128,\n",
    "    # Train for $32$ epochs\n",
    "    'epochs': 32,\n",
    "    # Batch size $128$\n",
    "    'batch_size': 128,\n",
    "    # Switch between training and validation for $10$ times\n",
    "    # per epoch\n",
    "    'inner_iterations': 10,\n",
    "\n",
    "    # Transformer configurations\n",
    "    'transformer.d_model': 512,\n",
    "    'transformer.ffn.d_ff': 2048,\n",
    "    'transformer.n_heads': 8,\n",
    "    'transformer.n_layers': 6\n",
    "})"
   ],
   "execution_count": 5,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<pre style=\"overflow-x: scroll;\"></pre>"
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  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EvI7MtgJ61w5"
   },
   "source": [
    "Set PyTorch models for loading and saving"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 459
    },
    "id": "GDlt7dp-5ALt",
    "outputId": "e7768185-4a3c-4fec-f688-73c0463db015"
   },
   "source": [
    "experiment.add_pytorch_models({'model': conf.model})"
   ],
   "execution_count": 6,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<pre style=\"overflow-x: scroll;\">Prepare model...\n",
       "  Prepare transformer...\n",
       "    Prepare n_tokens...\n",
       "      Prepare text...\n",
       "        Prepare tokenizer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t4.91ms</span>\n",
       "        Download<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t261.22ms</span>\n",
       "        Load data<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t7.26ms</span>\n",
       "        Tokenize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t27.96ms</span>\n",
       "        Build vocabulary<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t137.31ms</span>\n",
       "      Prepare text<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t458.67ms</span>\n",
       "    Prepare n_tokens<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t465.05ms</span>\n",
       "  Prepare transformer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t472.81ms</span>\n",
       "  Prepare encoder...\n",
       "    Prepare encoder_layer...\n",
       "      Prepare encoder_attn<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t46.65ms</span>\n",
       "      Prepare feed_forward...\n",
       "        Prepare feed_forward_activation<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t4.62ms</span>\n",
       "      Prepare feed_forward<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t25.12ms</span>\n",
       "    Prepare encoder_layer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t115.91ms</span>\n",
       "  Prepare encoder<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t165.88ms</span>\n",
       "  Prepare src_embed<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t76.85ms</span>\n",
       "  Prepare generator<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t3.92ms</span>\n",
       "  Prepare device...\n",
       "    Prepare device_info<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t63.02ms</span>\n",
       "  Prepare device<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t66.20ms</span>\n",
       "Prepare model<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t11,075.54ms</span>\n",
       "</pre>"
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  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "KJZRf8527GxL"
   },
   "source": [
    "Start the experiment and run the training loop."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "aIAWo7Fw5DR8",
    "outputId": "d4ca5ae0-6a97-439e-a318-010cb3f288cd"
   },
   "source": [
    "# Start the experiment\n",
    "with experiment.start():\n",
    "    conf.run()"
   ],
   "execution_count": 7,
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<pre style=\"overflow-x: scroll;\">\n",
       "<strong><span style=\"text-decoration: underline\">gpt</span></strong>: <span style=\"color: #208FFB\">0324c6d0562111eba65d0242ac1c0002</span>\n",
       "\t[dirty]: <strong><span style=\"color: #DDB62B\">\"\"</span></strong>\n",
       "Initialize...\n",
       "  Prepare mode<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t2.91ms</span>\n",
       "Initialize<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t105.13ms</span>\n",
       "Prepare validator...\n",
       "  Prepare valid_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t112.67ms</span>\n",
       "Prepare validator<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t259.72ms</span>\n",
       "<span style=\"color: #C5C1B4\"></span>\n",
       "<span style=\"color: #C5C1B4\">--------------------------------------------------</span><span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>\n",
       "<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\">LABML WARNING</span></strong></span>\n",
       "<span style=\"color: #DDB62B\"><strong><span style=\"text-decoration: underline\"></span></strong></span>LabML App Warning: <span style=\"color: #60C6C8\">empty_token: </span><strong>Please create a valid token at https://app.labml.ai.</strong>\n",
       "<strong>Click on the experiment link to monitor the experiment and add it to your experiments list.</strong><span style=\"color: #C5C1B4\"></span>\n",
       "<span style=\"color: #C5C1B4\">--------------------------------------------------</span>\n",
       "<span style=\"color: #208FFB\">Monitor experiment at </span><a href='https://app.labml.ai/run?uuid=0324c6d0562111eba65d0242ac1c0002' target='blank'>https://app.labml.ai/run?uuid=0324c6d0562111eba65d0242ac1c0002</a>\n",
       "\n",
       "  Prepare train_loader<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t105.04ms</span>\n",
       "Prepare trainer<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t207.61ms</span>\n",
       "Prepare training_loop...\n",
       "  Prepare loop_count<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t51.30ms</span>\n",
       "Prepare training_loop<span style=\"color: #00A250\">...[DONE]</span><span style=\"color: #208FFB\">\t374.91ms</span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>L</strong><strong>m</strong><strong>B</strong><strong>s</strong><strong>u</strong><strong>u</strong><strong>w</strong><strong>s</strong><strong>d</strong><strong>t</strong><strong>U</strong><strong>U</strong><strong>Q</strong><strong>U</strong><strong>H</strong><strong>H</strong><strong>H</strong><strong>s</strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong><strong>B</strong><strong>s</strong><strong>Y</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>s</strong><strong> </strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>s</strong><strong> </strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>a</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong>\n",
       "<strong><span style=\"color: #DDB62B\">1,003,776:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   303ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  53,938ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 1,973ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 2.38163</span> accuracy.train: <span style=\"color: #C5C1B4\">0.250702</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.36796</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.269186</span>  <span style=\"color: #208FFB\">61,419ms</span><span style=\"color: #D160C4\">  0:01m/  0:31m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<strong><span style=\"color: #DDB62B\">2,007,552:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   320ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  50,987ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,146ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 2.11509</span> accuracy.train: <span style=\"color: #C5C1B4\">0.343499</span> loss.valid: <span style=\"color: #C5C1B4\"> 2.17901</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.343077</span>  <span style=\"color: #208FFB\">59,401ms</span><span style=\"color: #D160C4\">  0:01m/  0:29m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>e</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong>\n",
       "<strong><span style=\"color: #DDB62B\">3,011,328:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   326ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,276ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,203ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.86443</span> accuracy.train: <span style=\"color: #C5C1B4\">0.415378</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.99342</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.396061</span>  <span style=\"color: #208FFB\">58,651ms</span><span style=\"color: #D160C4\">  0:02m/  0:28m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<strong><span style=\"color: #DDB62B\">4,015,104:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   341ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,141ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,202ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.74658</span> accuracy.train: <span style=\"color: #C5C1B4\">0.464521</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.86725</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.433598</span>  <span style=\"color: #208FFB\">58,268ms</span><span style=\"color: #D160C4\">  0:03m/  0:27m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>a</strong><strong>n</strong><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>a</strong><strong>n</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong>\n",
       "<strong><span style=\"color: #DDB62B\">5,018,880:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   351ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,208ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,213ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.67815</span> accuracy.train: <span style=\"color: #C5C1B4\">0.499096</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.76973</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.463422</span>  <span style=\"color: #208FFB\">58,122ms</span><span style=\"color: #D160C4\">  0:04m/  0:26m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>r</strong><strong>v</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>r</strong><strong>v</strong><strong>i</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>r</strong><strong> </strong>\n",
       "<strong><span style=\"color: #DDB62B\">6,022,656:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   354ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  50,986ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,220ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.54598</span> accuracy.train: <span style=\"color: #C5C1B4\">0.521924</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.66606</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.481630</span>  <span style=\"color: #208FFB\">57,965ms</span><span style=\"color: #D160C4\">  0:05m/  0:25m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong>.</strong><strong></strong>\n",
       "<strong></strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>n</strong><strong>.</strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong><strong>C</strong><strong>O</strong><strong>M</strong><strong>I</strong><strong>N</strong><strong>I</strong><strong>U</strong><strong>S</strong><strong>:</strong><strong></strong>\n",
       "<strong></strong><strong>I</strong><strong> </strong><strong>w</strong><strong>i</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong>\n",
       "<strong><span style=\"color: #DDB62B\">7,026,432:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   360ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,237ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,235ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.46728</span> accuracy.train: <span style=\"color: #C5C1B4\">0.540290</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.66135</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.495802</span>  <span style=\"color: #208FFB\">57,923ms</span><span style=\"color: #D160C4\">  0:06m/  0:24m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong></strong>\n",
       "<strong></strong><strong>A</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>b</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>o</strong><strong>f</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>s</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>a</strong><strong>l</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
       "<strong><span style=\"color: #DDB62B\">8,030,208:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   371ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,149ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,215ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.42535</span> accuracy.train: <span style=\"color: #C5C1B4\">0.554010</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.63348</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.507633</span>  <span style=\"color: #208FFB\">57,901ms</span><span style=\"color: #D160C4\">  0:07m/  0:23m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>s</strong><strong>,</strong><strong></strong>\n",
       "<strong></strong><strong>T</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>o</strong><strong>f</strong><strong>f</strong><strong>e</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>t</strong><strong>r</strong><strong>y</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>i</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>y</strong>\n",
       "<strong><span style=\"color: #DDB62B\">9,033,984:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   382ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,031ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,218ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.39141</span> accuracy.train: <span style=\"color: #C5C1B4\">0.565689</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.65321</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.512145</span>  <span style=\"color: #208FFB\">57,884ms</span><span style=\"color: #D160C4\">  0:08m/  0:22m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong>s</strong><strong> </strong><strong>a</strong><strong>n</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>s</strong><strong>i</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong>,</strong><strong></strong>\n",
       "<strong></strong><strong>A</strong><strong>n</strong><strong>d</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong> </strong><strong>w</strong><strong>a</strong><strong>s</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>u</strong><strong>c</strong><strong>h</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>m</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong>\n",
       "<strong><span style=\"color: #DDB62B\">10,037,760:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   394ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,195ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,231ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.33575</span> accuracy.train: <span style=\"color: #C5C1B4\">0.575717</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.61892</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.519455</span>  <span style=\"color: #208FFB\">57,919ms</span><span style=\"color: #D160C4\">  0:09m/  0:21m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>i</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>.</strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>p</strong><strong>l</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>g</strong><strong>h</strong><strong>t</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>l</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>o</strong><strong>v</strong><strong>o</strong><strong>k</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
       "<strong><span style=\"color: #DDB62B\">11,041,536:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   402ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,201ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,238ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.32079</span> accuracy.train: <span style=\"color: #C5C1B4\">0.585922</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.54672</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.521141</span>  <span style=\"color: #208FFB\">57,958ms</span><span style=\"color: #D160C4\">  0:10m/  0:20m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong>.</strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong><strong>L</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>a</strong><strong>y</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>e</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>p</strong><strong>l</strong><strong>e</strong><strong>s</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>m</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>a</strong><strong>w</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong>.</strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong><strong>A</strong><strong>U</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong>\n",
       "<strong><span style=\"color: #DDB62B\">12,045,312:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   418ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,201ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,240ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.29904</span> accuracy.train: <span style=\"color: #C5C1B4\">0.594461</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.58210</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.524935</span>  <span style=\"color: #208FFB\">58,013ms</span><span style=\"color: #D160C4\">  0:11m/  0:19m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>i</strong><strong>s</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>o</strong><strong>n</strong><strong>g</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>i</strong><strong>g</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>i</strong><strong>e</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>,</strong><strong></strong>\n",
       "<strong></strong><strong>A</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>s</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>h</strong><strong>o</strong><strong>u</strong><strong>l</strong><strong>d</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>r</strong><strong>a</strong><strong>c</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>i</strong><strong>l</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>n</strong><strong>t</strong><strong>a</strong>\n",
       "<strong><span style=\"color: #DDB62B\">13,049,088:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   437ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,117ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,237ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.26697</span> accuracy.train: <span style=\"color: #C5C1B4\">0.603765</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.57502</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.526765</span>  <span style=\"color: #208FFB\">58,092ms</span><span style=\"color: #D160C4\">  0:12m/  0:18m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong>,</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>n</strong><strong>g</strong><strong>l</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>s</strong><strong> </strong><strong>s</strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>e</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>d</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>o</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>e</strong><strong>s</strong><strong>e</strong><strong>n</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong><strong>m</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>m</strong>\n",
       "<strong><span style=\"color: #DDB62B\">14,052,864:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   443ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,152ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,223ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.21225</span> accuracy.train: <span style=\"color: #C5C1B4\">0.612812</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.58159</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.528407</span>  <span style=\"color: #208FFB\">58,138ms</span><span style=\"color: #D160C4\">  0:13m/  0:17m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>b</strong><strong>u</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>s</strong><strong>o</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>a</strong><strong>r</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>n</strong><strong>g</strong><strong>u</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>b</strong><strong>j</strong><strong>e</strong><strong>c</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>i</strong><strong>d</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>t</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>u</strong><strong>k</strong><strong>e</strong><strong> </strong>\n",
       "<strong><span style=\"color: #DDB62B\">15,056,640:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   452ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,115ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,240ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.22173</span> accuracy.train: <span style=\"color: #C5C1B4\">0.622129</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.58946</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.527285</span>  <span style=\"color: #208FFB\">58,204ms</span><span style=\"color: #D160C4\">  0:14m/  0:16m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>s</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>r</strong><strong>i</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>h</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>p</strong><strong>r</strong><strong>i</strong><strong>n</strong><strong>c</strong><strong>e</strong><strong> </strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>b</strong><strong>e</strong><strong>l</strong><strong>o</strong><strong>n</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>d</strong><strong>e</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>u</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>y</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong> </strong><strong>h</strong><strong>o</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>t</strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>m</strong><strong>y</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>n</strong><strong>,</strong><strong></strong>\n",
       "<strong></strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>n</strong><strong>s</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>l</strong><strong>d</strong><strong>i</strong><strong>e</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>n</strong><strong>q</strong><strong>u</strong><strong>e</strong><strong>r</strong><strong>o</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong>\n",
       "<strong><span style=\"color: #DDB62B\">16,060,416:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   457ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,418ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,239ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.17331</span> accuracy.train: <span style=\"color: #C5C1B4\">0.630410</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.63163</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.527393</span>  <span style=\"color: #208FFB\">58,299ms</span><span style=\"color: #D160C4\">  0:15m/  0:15m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>w</strong><strong>o</strong><strong>r</strong><strong>l</strong><strong>d</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>u</strong><strong>r</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong><strong>o</strong><strong>l</strong><strong>l</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>o</strong><strong>r</strong><strong>e</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>a</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>r</strong><strong>r</strong><strong>o</strong><strong>w</strong><strong> </strong><strong>i</strong><strong>n</strong><strong> </strong><strong>a</strong><strong> </strong><strong>l</strong><strong>a</strong><strong>s</strong><strong>t</strong><strong> </strong><strong>a</strong><strong> </strong><strong>g</strong><strong>r</strong><strong>e</strong><strong>a</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>h</strong><strong>a</strong><strong>v</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>d</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>e</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>h</strong><strong>i</strong><strong>m</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>u</strong><strong>n</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong>d</strong><strong> </strong><strong>i</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>d</strong><strong>?</strong><strong></strong>\n",
       "<strong></strong><strong></strong>\n",
       "<strong></strong><strong>D</strong><strong>U</strong><strong>K</strong><strong>E</strong><strong> </strong><strong>O</strong><strong>F</strong><strong> </strong><strong>Y</strong><strong>O</strong><strong>R</strong><strong>K</strong><strong>:</strong><strong></strong>\n",
       "<strong></strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>o</strong><strong>l</strong><strong>d</strong><strong>i</strong><strong>e</strong><strong>r</strong><strong>s</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>c</strong>\n",
       "<strong><span style=\"color: #DDB62B\">17,064,192:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   480ms  </span>Train:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">  51,259ms  </span>Valid:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\"> 2,239ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.16549</span> accuracy.train: <span style=\"color: #C5C1B4\">0.639204</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.60157</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.527572</span>  <span style=\"color: #208FFB\">58,395ms</span><span style=\"color: #D160C4\">  0:16m/  0:14m  </span>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>f</strong><strong>o</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>a</strong><strong>l</strong><strong>l</strong><strong>,</strong><strong></strong>\n",
       "<strong></strong><strong>T</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>I</strong><strong> </strong><strong>m</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>n</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>e</strong><strong>p</strong><strong> </strong><strong>a</strong><strong>n</strong><strong>d</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong><strong>d</strong><strong>e</strong><strong>a</strong><strong>t</strong><strong>h</strong><strong> </strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong><strong>s</strong><strong>e</strong><strong>a</strong><strong>,</strong><strong></strong>\n",
       "<strong></strong><strong>T</strong><strong>h</strong><strong>a</strong><strong>t</strong><strong> </strong><strong>m</strong><strong>a</strong><strong>k</strong><strong>e</strong><strong> </strong><strong>t</strong><strong>h</strong>\n",
       "<span style=\"color: #C5C1B4\">It is </span><strong>n</strong><strong>o</strong><strong>t</strong><strong> </strong><strong>t</strong><strong>o</strong><strong> </strong><strong>b</strong><strong>e</strong><strong> </strong><strong>a</strong><strong> </strong><strong>p</strong><strong>o</strong><strong>w</strong><strong>e</strong><strong>r</strong><strong> </strong><strong>o</strong><strong>f</strong><strong> </strong><strong>t</strong><strong>h</strong><strong>e</strong><strong> </strong>\n",
       "<strong><span style=\"color: #DDB62B\">17,522,944:  </span></strong>Sample:<span style=\"color: #C5C1B4\"> 100%</span><span style=\"color: #208FFB\">   491ms  </span>Train:<span style=\"color: #C5C1B4\">  43%</span><span style=\"color: #208FFB\">  52,020ms  </span>Valid:<span style=\"color: #C5C1B4\">  28%</span><span style=\"color: #208FFB\"> 2,205ms  </span> loss.train: <span style=\"color: #C5C1B4\"> 1.12190</span> accuracy.train: <span style=\"color: #C5C1B4\">0.650947</span> loss.valid: <span style=\"color: #C5C1B4\"> 1.63582</span> accuracy.valid: <span style=\"color: #C5C1B4\">0.532135</span>  <span style=\"color: #208FFB\">58,395ms</span><span style=\"color: #D160C4\">  0:16m/  0:14m  </span>\n",
       "Saving model...\n",
       "<span style=\"color: #E75C58\">Killing loop...</span>\n",
       "<strong><span style=\"color: #DDB62B\">Still updating LabML App, please wait for it to complete...</span></strong></pre>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {
      "tags": []
     }
    },
    {
     "output_type": "error",
     "ename": "KeyboardInterrupt",
     "evalue": "ignored",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mKeyboardInterrupt\u001B[0m                         Traceback (most recent call last)",
      "\u001B[0;32m<ipython-input-7-fb962b998049>\u001B[0m in \u001B[0;36m<module>\u001B[0;34m()\u001B[0m\n\u001B[1;32m      1\u001B[0m \u001B[0;31m# Start the experiment\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m      2\u001B[0m \u001B[0;32mwith\u001B[0m \u001B[0mexperiment\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mstart\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m----> 3\u001B[0;31m     \u001B[0mconf\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mrun\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001B[0m in \u001B[0;36mrun\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    238\u001B[0m         \u001B[0m_\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mtrainer\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    239\u001B[0m         \u001B[0;32mfor\u001B[0m \u001B[0m_\u001B[0m \u001B[0;32min\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mtraining_loop\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 240\u001B[0;31m             \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mrun_step\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    241\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    242\u001B[0m     \u001B[0;32mdef\u001B[0m \u001B[0msample\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001B[0m in \u001B[0;36mrun_step\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    226\u001B[0m             \u001B[0;32mwith\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mmode\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mupdate\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mis_train\u001B[0m\u001B[0;34m=\u001B[0m\u001B[0;32mTrue\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    227\u001B[0m                 \u001B[0;32mwith\u001B[0m \u001B[0mtracker\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mnamespace\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m'train'\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 228\u001B[0;31m                     \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mtrainer\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    229\u001B[0m             \u001B[0;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mvalidator\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    230\u001B[0m                 \u001B[0;32mwith\u001B[0m \u001B[0mtracker\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mnamespace\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m'valid'\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001B[0m in \u001B[0;36m__call__\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    130\u001B[0m                 \u001B[0msm\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mon_epoch_start\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    131\u001B[0m         \u001B[0;32mwith\u001B[0m \u001B[0mtorch\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mset_grad_enabled\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mmode\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mis_train\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 132\u001B[0;31m             \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m__iterate\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    133\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    134\u001B[0m         \u001B[0;32mif\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_batch_index\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mcompleted\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/train_valid.py\u001B[0m in \u001B[0;36m__iterate\u001B[0;34m(self)\u001B[0m\n\u001B[1;32m    143\u001B[0m                 \u001B[0mbatch\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mnext\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m__iterable\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    144\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 145\u001B[0;31m                 \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mstep\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mbatch\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_batch_index\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    146\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    147\u001B[0m                 \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_batch_index\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mstep\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml_nn/experiments/nlp_autoregression.py\u001B[0m in \u001B[0;36mstep\u001B[0;34m(self, batch, batch_idx)\u001B[0m\n\u001B[1;32m    125\u001B[0m         \u001B[0;31m# Calculate and log loss\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    126\u001B[0m         \u001B[0mloss\u001B[0m \u001B[0;34m=\u001B[0m \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mloss_func\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0moutput\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mtarget\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 127\u001B[0;31m         \u001B[0mtracker\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0madd\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m\"loss.\"\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mloss\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    128\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    129\u001B[0m         \u001B[0;31m# Calculate and log accuracy\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml/tracker.py\u001B[0m in \u001B[0;36madd\u001B[0;34m(*args, **kwargs)\u001B[0m\n\u001B[1;32m    131\u001B[0m         \u001B[0;32mif\u001B[0m \u001B[0;32mnot\u001B[0m \u001B[0misinstance\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0margs\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;36m0\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mstr\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    132\u001B[0m             \u001B[0;32mraise\u001B[0m \u001B[0mTypeError\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m'tracker.add should be called as add(name, value), add(dictionary) or add(k=v,k2=v2...)'\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 133\u001B[0;31m         \u001B[0m_internal\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mstore\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0margs\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;36m0\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0margs\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0;36m1\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    134\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    135\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml/internal/tracker/__init__.py\u001B[0m in \u001B[0;36mstore\u001B[0;34m(self, key, value)\u001B[0m\n\u001B[1;32m    166\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    167\u001B[0m         \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_create_indicator\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mkey\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mvalue\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 168\u001B[0;31m         \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mindicators\u001B[0m\u001B[0;34m[\u001B[0m\u001B[0mkey\u001B[0m\u001B[0;34m]\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mcollect_value\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mvalue\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    169\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    170\u001B[0m     \u001B[0;32mdef\u001B[0m \u001B[0mnew_line\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml/internal/tracker/indicators/numeric.py\u001B[0m in \u001B[0;36mcollect_value\u001B[0;34m(self, value)\u001B[0m\n\u001B[1;32m     79\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     80\u001B[0m     \u001B[0;32mdef\u001B[0m \u001B[0mcollect_value\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mvalue\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m---> 81\u001B[0;31m         \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m_values\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mappend\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mto_numpy\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mvalue\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mravel\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m     82\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     83\u001B[0m     \u001B[0;32mdef\u001B[0m \u001B[0mclear\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml/internal/util/values.py\u001B[0m in \u001B[0;36mto_numpy\u001B[0;34m(value)\u001B[0m\n\u001B[1;32m     20\u001B[0m             \u001B[0;32mreturn\u001B[0m \u001B[0mvalue\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mdata\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mcpu\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mnumpy\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     21\u001B[0m         \u001B[0;32melif\u001B[0m \u001B[0misinstance\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mvalue\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mtorch\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mTensor\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m---> 22\u001B[0;31m             \u001B[0;32mreturn\u001B[0m \u001B[0mvalue\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mdata\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mcpu\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mnumpy\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m     23\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m     24\u001B[0m     \u001B[0;32mraise\u001B[0m \u001B[0mValueError\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34mf\"Unknown type {type(value)}\"\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;32m/usr/local/lib/python3.6/dist-packages/labml_helpers/training_loop.py\u001B[0m in \u001B[0;36m__handler\u001B[0;34m(self, sig, frame)\u001B[0m\n\u001B[1;32m    162\u001B[0m             \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0m__finish\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    163\u001B[0m             \u001B[0mlogger\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mlog\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0;34m'Killing loop...'\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mText\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mdanger\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0;32m--> 164\u001B[0;31m             \u001B[0mself\u001B[0m\u001B[0;34m.\u001B[0m\u001B[0mold_handler\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0msig\u001B[0m\u001B[0;34m,\u001B[0m \u001B[0mframe\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n\u001B[0m\u001B[1;32m    165\u001B[0m \u001B[0;34m\u001B[0m\u001B[0m\n\u001B[1;32m    166\u001B[0m     \u001B[0;32mdef\u001B[0m \u001B[0m__str__\u001B[0m\u001B[0;34m(\u001B[0m\u001B[0mself\u001B[0m\u001B[0;34m)\u001B[0m\u001B[0;34m:\u001B[0m\u001B[0;34m\u001B[0m\u001B[0;34m\u001B[0m\u001B[0m\n",
      "\u001B[0;31mKeyboardInterrupt\u001B[0m: "
     ]
    },
    {
     "output_type": "display_data",
     "data": {
      "text/html": [
       "<pre style=\"overflow-x: scroll;\"><span style=\"color: #208FFB\">Updating App. Please wait...</span></pre>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
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     "metadata": {
      "tags": []
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  },
  {
   "cell_type": "code",
   "metadata": {
    "id": "oBXXlP2b7XZO"
   },
   "source": [
    ""
   ],
   "execution_count": null,
   "outputs": []
  }
 ]
}